{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d2d985e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "sys.path.append(os.path.abspath('..'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "998402af",
   "metadata": {},
   "source": [
    "# Modelo Personalizado\n",
    "CNN com Dropout e BatchNorm para melhor generalização."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56d966ab",
   "metadata": {},
   "source": [
    "# Imports e Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c582fb67",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from models.modelo_personalizado import ModeloPersonalizado\n",
    "from utils.train import train\n",
    "from utils.test import test\n",
    "from utils.metrics import plot_confusion_matrix, plot_metrics\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5,), (0.5,))\n",
    "])\n",
    "\n",
    "trainset = torchvision.datasets.CIFAR10(root='./data/dataset_usado', train=True, download=True, transform=transform)\n",
    "testset = torchvision.datasets.CIFAR10(root='./data/dataset_usado', train=False, download=True, transform=transform)\n",
    "\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=64, shuffle=True)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=64, shuffle=False)\n",
    "\n",
    "classes = trainset.classes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6da2af7",
   "metadata": {},
   "source": [
    "# Treinamento do modelo personalizado"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4011165",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1: Train Acc=0.4513, Test Acc=0.5958\n",
      "Epoch 2: Train Acc=0.5663, Test Acc=0.6413\n",
      "Epoch 3: Train Acc=0.6099, Test Acc=0.6640\n",
      "Epoch 4: Train Acc=0.6380, Test Acc=0.6825\n",
      "Epoch 5: Train Acc=0.6600, Test Acc=0.7153\n"
     ]
    }
   ],
   "source": [
    "model = ModeloPersonalizado(num_classes=10).to(device)\n",
    "criterion = torch.nn.CrossEntropyLoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\n",
    "\n",
    "train_losses, train_accuracies = [], []\n",
    "test_losses, test_accuracies = [], []\n",
    "\n",
    "for epoch in range(5):\n",
    "    train_loss, train_acc = train(model, trainloader, criterion, optimizer, device)\n",
    "    test_loss, test_acc = test(model, testloader, criterion, device)\n",
    "\n",
    "    train_losses.append(train_loss)\n",
    "    train_accuracies.append(train_acc)\n",
    "    test_losses.append(test_loss)\n",
    "    test_accuracies.append(test_acc)\n",
    "\n",
    "    print(f\"Epoch {epoch+1}: Train Acc={train_acc:.4f}, Test Acc={test_acc:.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bfb0fda",
   "metadata": {},
   "source": [
    "# Matriz de Confusão"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1cc20361",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_true, y_pred = [], []\n",
    "model.eval()\n",
    "with torch.no_grad():\n",
    "    for images, labels in testloader:\n",
    "        images, labels = images.to(device), labels.to(device)\n",
    "        outputs = model(images)\n",
    "        _, preds = torch.max(outputs, 1)\n",
    "        y_true.extend(labels.cpu().numpy())\n",
    "        y_pred.extend(preds.cpu().numpy())\n",
    "\n",
    "plot_confusion_matrix(y_true, y_pred, classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2f386c9",
   "metadata": {},
   "source": [
    "# Gráficos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "38699443",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_metrics(train_accuracies, test_accuracies, train_losses, test_losses)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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